Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
DataFrame
NO COMPARISON TARGET
569
ROWS
0
DUPLICATES
163.8 kb
RAM
31
FEATURES
2
CATEGORICAL
29
NUMERICAL
0
TEXT
2.3.1
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
target
VALUES:
569
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
TOP CATEGORIES
target
1
357
63%
0
212
37%
ALL
569
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
target
PROVIDES INFORMATION ON...
area error
0.03

THESE FEATURES
GIVE INFORMATION
ON target:
area error
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
CORRELATION RATIO WITH...
worst concave points
0.67
mean concavity
0.58
worst concavity
0.57
worst area
0.53
mean concave points
0.50
worst compactness
0.39
mean perimeter
0.37
mean area
0.34
concave points error
0.32
mean compactness
0.31
worst perimeter
0.29
concavity error
0.27
worst radius
0.27
mean radius
0.22
1
mean radius
VALUES:
471
(83%)
MISSING:
98
(17%)
DISTINCT:
384
(67%)
ZEROES:
---
MAX
21.8
95%
20.0
Q3
15.5
AVG
13.8
MEDIAN
13.2
Q1
11.6
5%
9.4
MIN
7.0
RANGE
14.8
IQR
3.82
STD
3.14
VAR
9.86
KURT.
-0.267
SKEW
0.603
SUM
6,507
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean perimeter
1.00
mean area
0.99
worst radius
0.97
worst perimeter
0.96
worst area
0.96
mean concave points
0.79
worst concave points
0.74
mean concavity
0.65
perimeter error
0.58
worst concavity
0.58
radius error
0.56
mean compactness
0.46
worst compactness
0.46
concavity error
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.22
area error
0.14
MOST FREQUENT VALUES
12.34
4
0.8%
13.85
3
0.6%
12.18
3
0.6%
11.6
3
0.6%
12.77
3
0.6%
13.0
3
0.6%
11.71
3
0.6%
12.89
3
0.6%
11.89
3
0.6%
11.06
3
0.6%
13.05
3
0.6%
11.43
2
0.4%
15.46
2
0.4%
12.0
2
0.4%
11.8
2
0.4%
SMALLEST VALUES
6.981
1
0.2%
7.691
1
0.2%
7.729
1
0.2%
7.76
1
0.2%
8.196
1
0.2%
8.219
1
0.2%
8.571
1
0.2%
8.597
1
0.2%
8.598
1
0.2%
8.618
1
0.2%
8.671
1
0.2%
8.726
1
0.2%
8.734
1
0.2%
8.878
1
0.2%
8.888
1
0.2%
LARGEST VALUES
21.75
1
0.2%
21.61
1
0.2%
21.56
1
0.2%
21.37
1
0.2%
21.16
1
0.2%
21.1
1
0.2%
21.09
1
0.2%
20.92
1
0.2%
20.73
1
0.2%
20.64
1
0.2%
20.6
1
0.2%
20.59
1
0.2%
20.58
1
0.2%
20.57
1
0.2%
20.55
1
0.2%
2
mean texture
VALUES:
486
(85%)
MISSING:
83
(15%)
DISTINCT:
413
(73%)
ZEROES:
---
MAX
30.0
95%
27.0
Q3
21.7
AVG
19.1
MEDIAN
18.8
Q1
16.2
5%
13.1
MIN
9.7
RANGE
20.3
IQR
5.50
STD
4.08
VAR
16.7
KURT.
-0.231
SKEW
0.393
SUM
9,303
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst texture
0.90
texture error
0.48
worst perimeter
0.37
mean area
0.36
worst area
0.35
worst radius
0.34
mean perimeter
0.34
mean concave points
0.32
mean radius
0.31
worst concavity
0.30
worst concave points
0.30
perimeter error
0.30
mean concavity
0.30
radius error
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.19
area error
0.13
MOST FREQUENT VALUES
15.7
3
0.6%
14.93
3
0.6%
16.84
3
0.6%
16.85
3
0.6%
18.9
3
0.6%
17.46
3
0.6%
17.31
2
0.4%
19.07
2
0.4%
20.52
2
0.4%
20.22
2
0.4%
27.15
2
0.4%
18.29
2
0.4%
20.26
2
0.4%
17.84
2
0.4%
18.59
2
0.4%
SMALLEST VALUES
9.71
1
0.2%
10.38
1
0.2%
10.72
1
0.2%
10.89
1
0.2%
10.91
1
0.2%
10.94
1
0.2%
11.28
1
0.2%
11.79
1
0.2%
11.89
1
0.2%
11.97
1
0.2%
12.17
1
0.2%
12.22
1
0.2%
12.27
1
0.2%
12.35
1
0.2%
12.39
1
0.2%
LARGEST VALUES
29.97
1
0.2%
29.81
1
0.2%
29.43
1
0.2%
29.37
1
0.2%
29.33
1
0.2%
29.29
1
0.2%
28.92
1
0.2%
28.77
1
0.2%
28.25
1
0.2%
28.23
1
0.2%
28.21
1
0.2%
28.2
1
0.2%
28.14
1
0.2%
28.08
1
0.2%
28.06
1
0.2%
3
mean perimeter
VALUES:
503
(88%)
MISSING:
66
(12%)
DISTINCT:
463
(81%)
ZEROES:
---
MAX
147
95%
134
Q3
103
AVG
91
MEDIAN
86
Q1
75
5%
61
MIN
44
RANGE
104
IQR
27.9
STD
21.9
VAR
480
KURT.
-0.305
SKEW
0.627
SUM
45,576
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean radius
1.00
mean area
0.99
worst radius
0.97
worst perimeter
0.97
worst area
0.96
mean concave points
0.81
worst concave points
0.76
mean concavity
0.70
worst concavity
0.63
perimeter error
0.60
radius error
0.58
mean compactness
0.50
worst compactness
0.50
concave points error
0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.37
area error
0.10
MOST FREQUENT VALUES
134.7
3
0.6%
79.19
2
0.4%
133.8
2
0.4%
87.32
2
0.4%
123.7
2
0.4%
85.98
2
0.4%
74.72
2
0.4%
87.21
2
0.4%
97.26
2
0.4%
73.34
2
0.4%
107.1
2
0.4%
82.69
2
0.4%
58.79
2
0.4%
114.2
2
0.4%
120.2
2
0.4%
SMALLEST VALUES
43.79
1
0.2%
47.92
1
0.2%
47.98
1
0.2%
48.34
1
0.2%
51.71
1
0.2%
53.27
1
0.2%
54.09
1
0.2%
54.34
1
0.2%
54.42
1
0.2%
54.53
1
0.2%
54.66
1
0.2%
55.27
1
0.2%
56.36
1
0.2%
56.74
1
0.2%
58.74
1
0.2%
LARGEST VALUES
147.3
1
0.2%
147.2
1
0.2%
144.4
1
0.2%
143.7
1
0.2%
143.0
1
0.2%
142.7
1
0.2%
142.0
1
0.2%
141.3
1
0.2%
140.9
1
0.2%
140.1
1
0.2%
138.9
1
0.2%
138.1
1
0.2%
137.8
2
0.4%
137.2
1
0.2%
135.9
1
0.2%
4
mean area
VALUES:
389
(68%)
MISSING:
180
(32%)
DISTINCT:
369
(65%)
ZEROES:
---
MAX
1,347
95%
1,221
Q3
747
AVG
621
MEDIAN
543
Q1
420
5%
279
MIN
144
RANGE
1,204
IQR
327
STD
281
VAR
79,063
KURT.
0.024
SKEW
0.920
SUM
242k
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean radius
0.99
mean perimeter
0.99
worst area
0.97
worst radius
0.97
worst perimeter
0.96
mean concave points
0.78
worst concave points
0.70
radius error
0.64
perimeter error
0.61
mean concavity
0.61
worst concavity
0.59
mean compactness
0.46
worst compactness
0.44
concave points error
0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.34
area error
0.12
MOST FREQUENT VALUES
506.3
2
0.5%
432.0
2
0.5%
1138.0
2
0.5%
1076.0
2
0.5%
321.6
2
0.5%
641.2
2
0.5%
559.2
2
0.5%
758.6
2
0.5%
716.6
2
0.5%
394.1
2
0.5%
575.3
2
0.5%
514.3
2
0.5%
477.3
2
0.5%
520.0
2
0.5%
361.6
2
0.5%
SMALLEST VALUES
143.5
1
0.3%
170.4
1
0.3%
178.8
1
0.3%
181.0
1
0.3%
203.9
1
0.3%
221.2
1
0.3%
221.3
1
0.3%
224.5
1
0.3%
234.3
1
0.3%
241.0
1
0.3%
244.0
1
0.3%
245.2
1
0.3%
246.3
1
0.3%
250.5
1
0.3%
257.8
1
0.3%
LARGEST VALUES
1347.0
1
0.3%
1335.0
1
0.3%
1326.0
1
0.3%
1320.0
1
0.3%
1319.0
1
0.3%
1311.0
1
0.3%
1308.0
1
0.3%
1299.0
1
0.3%
1290.0
1
0.3%
1288.0
1
0.3%
1274.0
1
0.3%
1265.0
1
0.3%
1264.0
1
0.3%
1261.0
1
0.3%
1260.0
1
0.3%
5
mean smoothness
VALUES:
379
(67%)
MISSING:
190
(33%)
DISTINCT:
331
(58%)
ZEROES:
---
MAX
0.134
95%
0.119
Q3
0.107
AVG
0.097
MEDIAN
0.096
Q1
0.087
5%
0.075
MIN
0.064
RANGE
0.069
IQR
0.020
STD
0.013
VAR
1.82e-4
KURT.
-0.469
SKEW
0.195
SUM
36.7
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst smoothness
0.78
mean compactness
0.62
mean fractal dimension
0.58
mean concave points
0.57
worst concave points
0.52
worst compactness
0.50
mean symmetry
0.49
mean concavity
0.49
worst fractal dimension
0.49
concave points error
0.48
fractal dimension error
0.47
worst concavity
0.41
worst symmetry
0.38
compactness error
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.14
area error
0.06
MOST FREQUENT VALUES
0.1007
4
1.1%
0.1075
4
1.1%
0.1054
4
1.1%
0.1066
3
0.8%
0.1089
3
0.8%
0.115
3
0.8%
0.1044
3
0.8%
0.1082
2
0.5%
0.1008
2
0.5%
0.1092
2
0.5%
0.1036
2
0.5%
0.1243
2
0.5%
0.1122
2
0.5%
0.1049
2
0.5%
0.1071
2
0.5%
SMALLEST VALUES
0.06429
1
0.3%
0.06828
1
0.3%
0.06935
1
0.3%
0.0695
1
0.3%
0.06955
1
0.3%
0.07026
1
0.3%
0.07115
1
0.3%
0.07215
1
0.3%
0.07274
1
0.3%
0.07335
1
0.3%
0.07351
1
0.3%
0.07355
1
0.3%
0.07372
1
0.3%
0.07431
1
0.3%
0.07449
1
0.3%
LARGEST VALUES
0.1335
1
0.3%
0.1326
1
0.3%
0.1291
1
0.3%
0.1286
1
0.3%
0.1278
1
0.3%
0.1273
1
0.3%
0.1257
1
0.3%
0.1248
1
0.3%
0.1243
2
0.5%
0.1237
1
0.3%
0.1236
1
0.3%
0.123
1
0.3%
0.1227
1
0.3%
0.1225
1
0.3%
0.1218
1
0.3%
6
mean compactness
VALUES:
464
(82%)
MISSING:
105
(18%)
DISTINCT:
443
(78%)
ZEROES:
---
MAX
0.224
95%
0.185
Q3
0.128
AVG
0.099
MEDIAN
0.090
Q1
0.064
5%
0.041
MIN
0.019
RANGE
0.205
IQR
0.064
STD
0.044
VAR
0.002
KURT.
-0.084
SKEW
0.710
SUM
45.9
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst compactness
0.87
mean concavity
0.86
worst concavity
0.80
worst concave points
0.79
mean concave points
0.77
compactness error
0.76
concavity error
0.69
concave points error
0.69
worst fractal dimension
0.64
mean smoothness
0.62
worst perimeter
0.56
mean symmetry
0.51
perimeter error
0.50
mean perimeter
0.50

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.31
area error
0.06
MOST FREQUENT VALUES
0.1147
3
0.6%
0.1206
3
0.6%
0.1267
2
0.4%
0.1516
2
0.4%
0.1283
2
0.4%
0.1047
2
0.4%
0.07698
2
0.4%
0.05794
2
0.4%
0.1306
2
0.4%
0.1117
2
0.4%
0.1339
2
0.4%
0.05743
2
0.4%
0.09509
2
0.4%
0.1223
2
0.4%
0.1305
2
0.4%
SMALLEST VALUES
0.01938
1
0.2%
0.02344
1
0.2%
0.0265
1
0.2%
0.02675
1
0.2%
0.03116
1
0.2%
0.03212
1
0.2%
0.03398
1
0.2%
0.03515
1
0.2%
0.03558
1
0.2%
0.03574
1
0.2%
0.03614
1
0.2%
0.0363
1
0.2%
0.03718
1
0.2%
0.03735
1
0.2%
0.03766
1
0.2%
LARGEST VALUES
0.2239
1
0.2%
0.2233
1
0.2%
0.2225
1
0.2%
0.2204
1
0.2%
0.219
1
0.2%
0.2154
1
0.2%
0.2146
1
0.2%
0.2135
1
0.2%
0.2106
1
0.2%
0.2087
1
0.2%
0.2084
1
0.2%
0.2063
1
0.2%
0.2004
1
0.2%
0.1988
1
0.2%
0.198
1
0.2%
7
mean concavity
VALUES:
423
(74%)
MISSING:
146
(26%)
DISTINCT:
401
(70%)
ZEROES:
9
(2%)
MAX
0.291
95%
0.220
Q3
0.122
AVG
0.084
MEDIAN
0.066
Q1
0.030
5%
0.005
MIN
0.000
RANGE
0.291
IQR
0.092
STD
0.068
VAR
0.005
KURT.
0.012
SKEW
0.914
SUM
35.7
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean concave points
0.92
worst concavity
0.89
worst concave points
0.87
mean compactness
0.86
worst compactness
0.78
concavity error
0.76
mean perimeter
0.70
worst perimeter
0.70
worst radius
0.68
concave points error
0.68
worst area
0.66
mean radius
0.65
compactness error
0.65
perimeter error
0.61

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.58
area error
0.07
MOST FREQUENT VALUES
0.0
9
2.1%
0.1204
3
0.7%
0.2133
2
0.5%
0.08422
2
0.5%
0.06726
2
0.5%
0.2417
2
0.5%
0.02995
2
0.5%
0.1007
2
0.5%
0.101
2
0.5%
0.02688
2
0.5%
0.1115
2
0.5%
0.05892
2
0.5%
0.01997
2
0.5%
0.1085
2
0.5%
0.05862
1
0.2%
SMALLEST VALUES
0.0
9
2.1%
0.000692
1
0.2%
0.0009737
1
0.2%
0.001194
1
0.2%
0.001487
1
0.2%
0.001546
1
0.2%
0.001595
1
0.2%
0.001597
1
0.2%
0.00186
1
0.2%
0.00247
1
0.2%
0.002758
1
0.2%
0.00309
1
0.2%
0.003681
1
0.2%
0.004559
1
0.2%
0.004967
1
0.2%
LARGEST VALUES
0.2914
1
0.2%
0.2871
1
0.2%
0.281
1
0.2%
0.2733
1
0.2%
0.2712
1
0.2%
0.2565
1
0.2%
0.255
1
0.2%
0.2545
1
0.2%
0.2487
1
0.2%
0.2448
1
0.2%
0.2439
1
0.2%
0.2417
2
0.5%
0.2414
1
0.2%
0.2319
1
0.2%
0.231
1
0.2%
8
mean concave points
VALUES:
375
(66%)
MISSING:
194
(34%)
DISTINCT:
361
(63%)
ZEROES:
8
(1%)
MAX
0.152
95%
0.110
Q3
0.069
AVG
0.047
MEDIAN
0.033
Q1
0.020
5%
0.006
MIN
0.000
RANGE
0.152
IQR
0.049
STD
0.034
VAR
0.001
KURT.
0.023
SKEW
0.893
SUM
17.5
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean concavity
0.92
worst concave points
0.91
worst perimeter
0.84
worst radius
0.82
mean perimeter
0.81
worst area
0.80
mean radius
0.79
mean area
0.78
mean compactness
0.77
worst concavity
0.77
worst compactness
0.71
perimeter error
0.67
concave points error
0.64
radius error
0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.50
area error
0.05
MOST FREQUENT VALUES
0.0
8
2.1%
0.02864
3
0.8%
0.02031
2
0.5%
0.02594
2
0.5%
0.02272
2
0.5%
0.01924
2
0.5%
0.02369
2
0.5%
0.01428
1
0.3%
0.1255
1
0.3%
0.02978
1
0.3%
0.0555
1
0.3%
0.06367
1
0.3%
0.02471
1
0.3%
0.01117
1
0.3%
0.005159
1
0.3%
SMALLEST VALUES
0.0
8
2.1%
0.002404
1
0.3%
0.002941
1
0.3%
0.003261
1
0.3%
0.004167
1
0.3%
0.004419
1
0.3%
0.005128
1
0.3%
0.005159
1
0.3%
0.005449
1
0.3%
0.005664
1
0.3%
0.005769
1
0.3%
0.00625
1
0.3%
0.006423
1
0.3%
0.006588
1
0.3%
0.007583
1
0.3%
LARGEST VALUES
0.152
1
0.3%
0.1504
1
0.3%
0.1474
1
0.3%
0.1471
1
0.3%
0.1469
1
0.3%
0.141
1
0.3%
0.1389
1
0.3%
0.1377
1
0.3%
0.1322
1
0.3%
0.1255
1
0.3%
0.1242
1
0.3%
0.1237
1
0.3%
0.1203
1
0.3%
0.1198
1
0.3%
0.1155
1
0.3%
9
mean symmetry
VALUES:
458
(80%)
MISSING:
111
(20%)
DISTINCT:
361
(63%)
ZEROES:
---
MAX
0.246
95%
0.220
Q3
0.195
AVG
0.179
MEDIAN
0.178
Q1
0.162
5%
0.141
MIN
0.117
RANGE
0.129
IQR
0.033
STD
0.024
VAR
5.97e-4
KURT.
-0.189
SKEW
0.254
SUM
82.2
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst symmetry
0.69
mean compactness
0.51
mean smoothness
0.49
mean concavity
0.45
worst compactness
0.45
mean concave points
0.42
compactness error
0.42
mean fractal dimension
0.42
worst fractal dimension
0.41
worst smoothness
0.40
worst concave points
0.40
fractal dimension error
0.40
worst concavity
0.39
concave points error
0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
area error
0.11
target
0.00
MOST FREQUENT VALUES
0.1717
4
0.9%
0.1506
3
0.7%
0.1714
3
0.7%
0.1667
3
0.7%
0.1739
3
0.7%
0.1779
3
0.7%
0.1769
3
0.7%
0.1925
3
0.7%
0.1885
3
0.7%
0.2116
3
0.7%
0.193
3
0.7%
0.159
3
0.7%
0.1943
3
0.7%
0.172
3
0.7%
0.1953
3
0.7%
SMALLEST VALUES
0.1167
1
0.2%
0.1215
1
0.2%
0.122
1
0.2%
0.1274
1
0.2%
0.1305
1
0.2%
0.1308
1
0.2%
0.1337
1
0.2%
0.1339
1
0.2%
0.1342
1
0.2%
0.1349
1
0.2%
0.135
1
0.2%
0.1353
1
0.2%
0.1359
1
0.2%
0.136
1
0.2%
0.1365
1
0.2%
LARGEST VALUES
0.2459
1
0.2%
0.2419
1
0.2%
0.2403
1
0.2%
0.2398
1
0.2%
0.2397
2
0.4%
0.2395
1
0.2%
0.2384
1
0.2%
0.2378
1
0.2%
0.2375
1
0.2%
0.2372
1
0.2%
0.235
1
0.2%
0.2341
1
0.2%
0.233
1
0.2%
0.231
1
0.2%
0.2303
1
0.2%
10
mean fractal dimension
VALUES:
492
(86%)
MISSING:
77
(14%)
DISTINCT:
433
(76%)
ZEROES:
---
MAX
0.079
95%
0.074
Q3
0.066
AVG
0.062
MEDIAN
0.061
Q1
0.057
5%
0.054
MIN
0.050
RANGE
0.029
IQR
0.008
STD
0.006
VAR
3.55e-5
KURT.
-0.016
SKEW
0.603
SUM
30.5
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst fractal dimension
0.73
fractal dimension error
0.62
mean smoothness
0.58
worst smoothness
0.50
mean compactness
0.42
mean symmetry
0.42
compactness error
0.37
worst compactness
0.37
smoothness error
0.34
concavity error
0.32
worst symmetry
0.31
mean radius
-0.30
mean concavity
0.30
mean area
-0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.04
area error
0.04
MOST FREQUENT VALUES
0.05667
3
0.6%
0.05907
3
0.6%
0.06113
3
0.6%
0.05912
2
0.4%
0.05581
2
0.4%
0.06284
2
0.4%
0.05544
2
0.4%
0.05866
2
0.4%
0.05916
2
0.4%
0.06183
2
0.4%
0.07005
2
0.4%
0.07325
2
0.4%
0.05391
2
0.4%
0.06013
2
0.4%
0.06166
2
0.4%
SMALLEST VALUES
0.04996
1
0.2%
0.05024
1
0.2%
0.05025
1
0.2%
0.05044
1
0.2%
0.05054
1
0.2%
0.05096
1
0.2%
0.05176
1
0.2%
0.05177
1
0.2%
0.05185
1
0.2%
0.05223
1
0.2%
0.05234
1
0.2%
0.05243
1
0.2%
0.05255
1
0.2%
0.05266
1
0.2%
0.05268
1
0.2%
LARGEST VALUES
0.07871
1
0.2%
0.07839
1
0.2%
0.07818
1
0.2%
0.078
1
0.2%
0.07799
1
0.2%
0.07782
1
0.2%
0.07751
1
0.2%
0.07696
1
0.2%
0.07692
1
0.2%
0.07682
1
0.2%
0.07669
1
0.2%
0.07633
1
0.2%
0.07613
1
0.2%
0.07603
1
0.2%
0.07596
1
0.2%
11
radius error
VALUES:
443
(78%)
MISSING:
126
(22%)
DISTINCT:
427
(75%)
ZEROES:
---
MAX
0.831
95%
0.700
Q3
0.431
AVG
0.349
MEDIAN
0.306
Q1
0.227
5%
0.157
MIN
0.112
RANGE
0.719
IQR
0.203
STD
0.164
VAR
0.027
KURT.
0.378
SKEW
1.01
SUM
155
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
perimeter error
0.95
worst perimeter
0.66
worst area
0.65
mean area
0.64
worst radius
0.63
mean concave points
0.62
mean perimeter
0.58
mean radius
0.56
mean concavity
0.50
worst concave points
0.49
concave points error
0.47
worst concavity
0.38
mean compactness
0.38
concavity error
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.21
area error
0.13
MOST FREQUENT VALUES
0.286
3
0.7%
0.2957
2
0.5%
0.2684
2
0.5%
0.2562
2
0.5%
0.163
2
0.5%
0.243
2
0.5%
0.5079
2
0.5%
0.2577
2
0.5%
0.2204
2
0.5%
0.5959
2
0.5%
0.403
2
0.5%
0.306
2
0.5%
0.2315
2
0.5%
0.2067
2
0.5%
0.3276
2
0.5%
SMALLEST VALUES
0.1115
1
0.2%
0.1144
1
0.2%
0.1166
1
0.2%
0.1186
1
0.2%
0.1194
1
0.2%
0.1199
1
0.2%
0.121
1
0.2%
0.1267
1
0.2%
0.1302
1
0.2%
0.1312
1
0.2%
0.1344
1
0.2%
0.1402
1
0.2%
0.1408
1
0.2%
0.1415
1
0.2%
0.1458
1
0.2%
LARGEST VALUES
0.8307
1
0.2%
0.8245
1
0.2%
0.8191
1
0.2%
0.8161
1
0.2%
0.8113
1
0.2%
0.8068
1
0.2%
0.7923
1
0.2%
0.7888
1
0.2%
0.7661
1
0.2%
0.7655
1
0.2%
0.7582
1
0.2%
0.7576
1
0.2%
0.7572
1
0.2%
0.7474
1
0.2%
0.7456
1
0.2%
12
texture error
VALUES:
418
(73%)
MISSING:
151
(27%)
DISTINCT:
387
(68%)
ZEROES:
---
MAX
2.43
95%
1.93
Q3
1.43
AVG
1.14
MEDIAN
1.07
Q1
0.81
5%
0.53
MIN
0.36
RANGE
2.07
IQR
0.613
STD
0.432
VAR
0.187
KURT.
-0.304
SKEW
0.517
SUM
478
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst texture
0.49
mean texture
0.48
smoothness error
0.43
symmetry error
0.34
fractal dimension error
0.31
perimeter error
0.27
concave points error
0.25
concavity error
0.23
radius error
0.23
compactness error
0.21
mean symmetry
0.15
mean fractal dimension
0.14
mean smoothness
0.13
mean compactness
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
area error
0.10
target
0.02
MOST FREQUENT VALUES
0.8561
3
0.7%
1.268
3
0.7%
1.39
2
0.5%
1.35
2
0.5%
1.194
2
0.5%
1.041
2
0.5%
1.016
2
0.5%
1.095
2
0.5%
1.216
2
0.5%
1.851
2
0.5%
1.14
2
0.5%
1.743
2
0.5%
1.199
2
0.5%
1.265
2
0.5%
1.332
2
0.5%
SMALLEST VALUES
0.3602
1
0.2%
0.3621
1
0.2%
0.3871
1
0.2%
0.3981
1
0.2%
0.4334
1
0.2%
0.4336
1
0.2%
0.4402
1
0.2%
0.4607
1
0.2%
0.469
1
0.2%
0.4706
1
0.2%
0.4757
1
0.2%
0.4833
1
0.2%
0.4875
1
0.2%
0.489
1
0.2%
0.4956
1
0.2%
LARGEST VALUES
2.426
1
0.2%
2.324
1
0.2%
2.293
1
0.2%
2.284
1
0.2%
2.261
1
0.2%
2.239
1
0.2%
2.174
1
0.2%
2.129
1
0.2%
2.112
1
0.2%
2.11
1
0.2%
2.09
1
0.2%
2.067
1
0.2%
2.043
1
0.2%
1.978
1
0.2%
1.974
1
0.2%
13
perimeter error
VALUES:
356
(63%)
MISSING:
213
(37%)
DISTINCT:
340
(60%)
ZEROES:
---
MAX
5.80
95%
4.69
Q3
3.03
AVG
2.44
MEDIAN
2.15
Q1
1.56
5%
1.11
MIN
0.77
RANGE
5.03
IQR
1.47
STD
1.12
VAR
1.26
KURT.
0.366
SKEW
1.01
SUM
867
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
radius error
0.95
worst perimeter
0.68
mean concave points
0.67
worst area
0.67
worst radius
0.63
mean concavity
0.61
mean area
0.61
concave points error
0.61
mean perimeter
0.60
mean radius
0.58
worst concave points
0.54
mean compactness
0.50
concavity error
0.50
compactness error
0.45

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.20
area error
0.10
MOST FREQUENT VALUES
1.778
4
1.1%
3.008
2
0.6%
1.959
2
0.6%
1.667
2
0.6%
1.491
2
0.6%
2.569
2
0.6%
1.101
2
0.6%
1.955
2
0.6%
1.429
2
0.6%
1.143
2
0.6%
2.765
2
0.6%
5.801
2
0.6%
1.535
2
0.6%
1.243
2
0.6%
2.177
1
0.3%
SMALLEST VALUES
0.7714
1
0.3%
0.8439
1
0.3%
0.9219
1
0.3%
0.968
1
0.3%
0.9812
1
0.3%
0.9887
1
0.3%
1.011
1
0.3%
1.035
1
0.3%
1.036
1
0.3%
1.046
1
0.3%
1.059
1
0.3%
1.069
1
0.3%
1.09
1
0.3%
1.101
2
0.6%
1.103
1
0.3%
LARGEST VALUES
5.801
2
0.6%
5.632
1
0.3%
5.54
1
0.3%
5.486
1
0.3%
5.455
1
0.3%
5.438
1
0.3%
5.383
1
0.3%
5.373
1
0.3%
5.353
1
0.3%
5.216
1
0.3%
5.173
1
0.3%
5.168
1
0.3%
5.144
1
0.3%
4.906
1
0.3%
4.851
1
0.3%
14
area error
VALUES:
494
(87%)
MISSING:
75
(13%)
DISTINCT:
3
(<1%)
TOP CATEGORIES
target
A
489
99%
316
65%
B
4
<1%
0
0%
C
1
<1%
0
0%
ALL
494
100%
357
63%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
area error
PROVIDES INFORMATION ON...
target
0.02

THESE FEATURES
GIVE INFORMATION
ON area error:
target
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
area error
CORRELATION RATIO WITH...
mean radius
0.14
worst concave points
0.14
mean texture
0.13
radius error
0.13
worst perimeter
0.12
mean area
0.12
worst concavity
0.11
worst smoothness
0.11
mean symmetry
0.11
worst radius
0.10
texture error
0.10
concave points error
0.10
perimeter error
0.10
mean perimeter
0.10
15
smoothness error
VALUES:
466
(82%)
MISSING:
103
(18%)
DISTINCT:
450
(79%)
ZEROES:
---
MAX
0.013
95%
0.010
Q3
0.008
AVG
0.007
MEDIAN
0.006
Q1
0.005
5%
0.004
MIN
0.002
RANGE
0.011
IQR
0.003
STD
0.002
VAR
4.31e-6
KURT.
-0.029
SKEW
0.636
SUM
3.07
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fractal dimension error
0.45
texture error
0.43
symmetry error
0.40
worst smoothness
0.34
mean fractal dimension
0.34
mean smoothness
0.34
compactness error
0.33
concavity error
0.29
concave points error
0.28
mean radius
-0.27
mean perimeter
-0.24
worst radius
-0.24
mean symmetry
0.20
mean area
-0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
area error
0.08
target
0.03
MOST FREQUENT VALUES
0.006064
2
0.4%
0.00591
2
0.4%
0.01017
2
0.4%
0.01
2
0.4%
0.00604
2
0.4%
0.007803
2
0.4%
0.005298
2
0.4%
0.007595
2
0.4%
0.00508
2
0.4%
0.005884
2
0.4%
0.005969
2
0.4%
0.007389
2
0.4%
0.007514
2
0.4%
0.007189
2
0.4%
0.005518
2
0.4%
SMALLEST VALUES
0.001713
1
0.2%
0.002667
1
0.2%
0.002838
1
0.2%
0.002887
1
0.2%
0.003139
1
0.2%
0.003169
1
0.2%
0.003265
1
0.2%
0.00328
1
0.2%
0.00329
1
0.2%
0.003308
1
0.2%
0.003338
1
0.2%
0.00335
1
0.2%
0.003418
1
0.2%
0.003443
1
0.2%
0.003457
1
0.2%
LARGEST VALUES
0.01266
1
0.2%
0.01262
1
0.2%
0.01243
1
0.2%
0.01236
1
0.2%
0.01215
1
0.2%
0.01205
1
0.2%
0.01193
1
0.2%
0.0119
1
0.2%
0.01188
1
0.2%
0.01164
1
0.2%
0.01159
1
0.2%
0.01134
1
0.2%
0.01127
1
0.2%
0.01124
1
0.2%
0.01098
1
0.2%
16
compactness error
VALUES:
433
(76%)
MISSING:
136
(24%)
DISTINCT:
412
(72%)
ZEROES:
---
MAX
0.058
95%
0.047
Q3
0.030
AVG
0.022
MEDIAN
0.019
Q1
0.013
5%
0.008
MIN
0.002
RANGE
0.056
IQR
0.017
STD
0.012
VAR
1.45e-4
KURT.
-0.018
SKEW
0.809
SUM
9.67
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
concavity error
0.83
mean compactness
0.76
fractal dimension error
0.74
worst compactness
0.72
concave points error
0.70
mean concavity
0.65
worst concavity
0.63
worst concave points
0.53
worst fractal dimension
0.51
perimeter error
0.45
mean concave points
0.45
mean symmetry
0.42
mean fractal dimension
0.37
mean smoothness
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.19
area error
0.04
MOST FREQUENT VALUES
0.0231
3
0.7%
0.01203
2
0.5%
0.01877
2
0.5%
0.01104
2
0.5%
0.01819
2
0.5%
0.01727
2
0.5%
0.01503
2
0.5%
0.02219
2
0.5%
0.02431
2
0.5%
0.01587
2
0.5%
0.01395
2
0.5%
0.009169
2
0.5%
0.01174
2
0.5%
0.03179
2
0.5%
0.0118
2
0.5%
SMALLEST VALUES
0.002252
1
0.2%
0.003012
1
0.2%
0.00371
1
0.2%
0.003746
1
0.2%
0.00466
1
0.2%
0.004693
1
0.2%
0.004711
1
0.2%
0.004883
1
0.2%
0.004899
1
0.2%
0.00493
1
0.2%
0.005697
1
0.2%
0.005767
1
0.2%
0.0059
1
0.2%
0.006021
1
0.2%
0.006098
1
0.2%
LARGEST VALUES
0.05839
1
0.2%
0.05616
1
0.2%
0.05592
1
0.2%
0.0547
1
0.2%
0.05416
1
0.2%
0.05374
1
0.2%
0.05328
1
0.2%
0.05296
1
0.2%
0.05244
1
0.2%
0.05122
1
0.2%
0.05121
1
0.2%
0.05057
1
0.2%
0.0496
1
0.2%
0.04954
1
0.2%
0.0494
1
0.2%
17
concavity error
VALUES:
364
(64%)
MISSING:
205
(36%)
DISTINCT:
347
(61%)
ZEROES:
8
(1%)
MAX
0.078
95%
0.057
Q3
0.039
AVG
0.028
MEDIAN
0.025
Q1
0.015
5%
0.004
MIN
0.000
RANGE
0.078
IQR
0.024
STD
0.017
VAR
2.78e-4
KURT.
-0.227
SKEW
0.563
SUM
10.0
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
compactness error
0.83
concave points error
0.78
worst concavity
0.77
mean concavity
0.76
mean compactness
0.69
worst compactness
0.68
worst concave points
0.63
fractal dimension error
0.60
mean concave points
0.58
perimeter error
0.50
worst perimeter
0.49
worst fractal dimension
0.46
worst area
0.42
mean perimeter
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.27
area error
0.04
MOST FREQUENT VALUES
0.0
8
2.2%
0.02681
2
0.5%
0.01865
2
0.5%
0.01652
2
0.5%
0.02
2
0.5%
0.03872
2
0.5%
0.04344
2
0.5%
0.02332
2
0.5%
0.02443
2
0.5%
0.01079
2
0.5%
0.0151
2
0.5%
0.02337
1
0.3%
0.01132
1
0.3%
0.04718
1
0.3%
0.04972
1
0.3%
SMALLEST VALUES
0.0
8
2.2%
0.000692
1
0.3%
0.001128
1
0.3%
0.001184
1
0.3%
0.001487
1
0.3%
0.001595
1
0.3%
0.001597
1
0.3%
0.001835
1
0.3%
0.00262
1
0.3%
0.003223
1
0.3%
0.003681
1
0.3%
0.003846
1
0.3%
0.004174
1
0.3%
0.004272
1
0.3%
0.004826
1
0.3%
LARGEST VALUES
0.07845
1
0.3%
0.07753
1
0.3%
0.07359
1
0.3%
0.06899
1
0.3%
0.068
1
0.3%
0.06663
1
0.3%
0.06591
1
0.3%
0.06578
1
0.3%
0.06577
1
0.3%
0.06446
1
0.3%
0.0643
1
0.3%
0.06329
1
0.3%
0.06165
1
0.3%
0.06072
1
0.3%
0.06019
1
0.3%
18
concave points error
VALUES:
491
(86%)
MISSING:
78
(14%)
DISTINCT:
441
(78%)
ZEROES:
10
(2%)
MAX
0.025
95%
0.020
Q3
0.014
AVG
0.011
MEDIAN
0.011
Q1
0.008
5%
0.004
MIN
0.000
RANGE
0.025
IQR
0.007
STD
0.005
VAR
2.43e-5
KURT.
-0.055
SKEW
0.319
SUM
5.50
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
concavity error
0.78
compactness error
0.70
mean compactness
0.69
mean concavity
0.68
worst concave points
0.67
mean concave points
0.64
perimeter error
0.61
worst concavity
0.58
worst compactness
0.55
fractal dimension error
0.53
mean smoothness
0.48
radius error
0.47
worst perimeter
0.44
mean perimeter
0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.32
area error
0.10
MOST FREQUENT VALUES
0.0
10
2.0%
0.01499
3
0.6%
0.0111
3
0.6%
0.01167
3
0.6%
0.01004
2
0.4%
0.01052
2
0.4%
0.01067
2
0.4%
0.0137
2
0.4%
0.005495
2
0.4%
0.01155
2
0.4%
0.01011
2
0.4%
0.01471
2
0.4%
0.01184
2
0.4%
0.005917
2
0.4%
0.01037
2
0.4%
SMALLEST VALUES
0.0
10
2.0%
0.001852
1
0.2%
0.002386
1
0.2%
0.002404
1
0.2%
0.002924
1
0.2%
0.002941
1
0.2%
0.003125
1
0.2%
0.003242
1
0.2%
0.00339
1
0.2%
0.003419
1
0.2%
0.003472
1
0.2%
0.003527
1
0.2%
0.003576
1
0.2%
0.003608
1
0.2%
0.003617
1
0.2%
LARGEST VALUES
0.0248
1
0.2%
0.02465
1
0.2%
0.0246
1
0.2%
0.02454
1
0.2%
0.02397
1
0.2%
0.02311
1
0.2%
0.02308
1
0.2%
0.02295
1
0.2%
0.02292
1
0.2%
0.02283
1
0.2%
0.02258
1
0.2%
0.02252
1
0.2%
0.02234
1
0.2%
0.02215
1
0.2%
0.02188
1
0.2%
19
symmetry error
VALUES:
464
(82%)
MISSING:
105
(18%)
DISTINCT:
409
(72%)
ZEROES:
---
MAX
0.035
95%
0.031
Q3
0.023
AVG
0.019
MEDIAN
0.019
Q1
0.015
5%
0.012
MIN
0.008
RANGE
0.028
IQR
0.008
STD
0.006
VAR
3.28e-5
KURT.
0.025
SKEW
0.743
SUM
8.96
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
smoothness error
0.40
texture error
0.34
fractal dimension error
0.33
mean symmetry
0.29
mean radius
-0.28
worst radius
-0.26
worst perimeter
-0.25
mean perimeter
-0.24
mean fractal dimension
0.24
worst area
-0.23
compactness error
0.22
worst concave points
-0.22
worst concavity
-0.19
perimeter error
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.13
area error
0.10
MOST FREQUENT VALUES
0.01344
4
0.9%
0.0187
3
0.6%
0.01884
3
0.6%
0.01924
3
0.6%
0.01897
3
0.6%
0.02045
3
0.6%
0.02768
2
0.4%
0.01547
2
0.4%
0.02632
2
0.4%
0.01617
2
0.4%
0.01719
2
0.4%
0.01394
2
0.4%
0.01717
2
0.4%
0.01829
2
0.4%
0.01852
2
0.4%
SMALLEST VALUES
0.007882
1
0.2%
0.009539
1
0.2%
0.009947
1
0.2%
0.01013
1
0.2%
0.01029
1
0.2%
0.01054
1
0.2%
0.01057
1
0.2%
0.01062
1
0.2%
0.01065
1
0.2%
0.01069
2
0.4%
0.01083
1
0.2%
0.01095
1
0.2%
0.01096
1
0.2%
0.01103
1
0.2%
0.01113
1
0.2%
LARGEST VALUES
0.03546
1
0.2%
0.03504
1
0.2%
0.03491
1
0.2%
0.03476
1
0.2%
0.03464
1
0.2%
0.03433
1
0.2%
0.03418
1
0.2%
0.03416
1
0.2%
0.03397
1
0.2%
0.03373
1
0.2%
0.03357
1
0.2%
0.03356
1
0.2%
0.03281
1
0.2%
0.03265
1
0.2%
0.03232
1
0.2%
20
fractal dimension error
VALUES:
388
(68%)
MISSING:
181
(32%)
DISTINCT:
375
(66%)
ZEROES:
---
MAX
0.008
95%
0.006
Q3
0.004
AVG
0.003
MEDIAN
0.003
Q1
0.002
5%
0.002
MIN
0.001
RANGE
0.007
IQR
0.002
STD
0.001
VAR
2.19e-6
KURT.
0.136
SKEW
0.812
SUM
1.31
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
compactness error
0.74
worst fractal dimension
0.63
mean fractal dimension
0.62
concavity error
0.60
concave points error
0.53
mean compactness
0.50
mean smoothness
0.47
worst compactness
0.46
smoothness error
0.45
mean concavity
0.43
mean symmetry
0.40
perimeter error
0.36
worst concavity
0.35
symmetry error
0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.07
area error
0.07
MOST FREQUENT VALUES
0.003696
2
0.5%
0.002801
2
0.5%
0.001971
2
0.5%
0.003009
2
0.5%
0.002256
2
0.5%
0.002701
2
0.5%
0.003318
2
0.5%
0.004005
2
0.5%
0.003563
2
0.5%
0.003224
2
0.5%
0.002665
2
0.5%
0.00456
2
0.5%
0.001976
2
0.5%
0.002977
1
0.3%
0.00733
1
0.3%
SMALLEST VALUES
0.0008948
1
0.3%
0.0009502
1
0.3%
0.001002
1
0.3%
0.001087
1
0.3%
0.001126
1
0.3%
0.00118
1
0.3%
0.001217
1
0.3%
0.001219
1
0.3%
0.001286
1
0.3%
0.001309
1
0.3%
0.001344
1
0.3%
0.001356
1
0.3%
0.00136
1
0.3%
0.001381
1
0.3%
0.001392
1
0.3%
LARGEST VALUES
0.007877
1
0.3%
0.00761
1
0.3%
0.007596
1
0.3%
0.007555
1
0.3%
0.007551
1
0.3%
0.007444
1
0.3%
0.00733
1
0.3%
0.007259
1
0.3%
0.006884
1
0.3%
0.006872
1
0.3%
0.006822
1
0.3%
0.00682
1
0.3%
0.006792
1
0.3%
0.006758
1
0.3%
0.006736
1
0.3%
21
worst radius
VALUES:
460
(81%)
MISSING:
109
(19%)
DISTINCT:
377
(66%)
ZEROES:
---
MAX
26.7
95%
24.3
Q3
17.8
AVG
15.8
MEDIAN
14.8
Q1
13.0
5%
10.6
MIN
7.9
RANGE
18.8
IQR
4.79
STD
4.20
VAR
17.7
KURT.
-0.106
SKEW
0.827
SUM
7,282
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst perimeter
0.99
worst area
0.99
mean perimeter
0.97
mean radius
0.97
mean area
0.97
mean concave points
0.82
worst concave points
0.78
mean concavity
0.68
worst concavity
0.64
perimeter error
0.63
radius error
0.63
worst compactness
0.51
mean compactness
0.50
concave points error
0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.27
area error
0.10
MOST FREQUENT VALUES
12.36
5
1.1%
13.34
4
0.9%
16.46
3
0.7%
15.11
3
0.7%
15.53
3
0.7%
13.35
3
0.7%
15.14
3
0.7%
13.74
3
0.7%
11.92
3
0.7%
16.76
3
0.7%
14.8
3
0.7%
13.5
3
0.7%
14.91
3
0.7%
16.11
3
0.7%
13.01
2
0.4%
SMALLEST VALUES
7.93
1
0.2%
8.678
1
0.2%
8.952
1
0.2%
8.964
1
0.2%
9.077
1
0.2%
9.092
1
0.2%
9.456
1
0.2%
9.507
1
0.2%
9.565
1
0.2%
9.628
1
0.2%
9.699
1
0.2%
9.733
1
0.2%
9.845
1
0.2%
9.968
1
0.2%
9.981
1
0.2%
LARGEST VALUES
26.73
1
0.2%
26.68
1
0.2%
26.46
1
0.2%
26.23
1
0.2%
26.14
1
0.2%
26.02
1
0.2%
25.93
1
0.2%
25.74
1
0.2%
25.73
1
0.2%
25.7
1
0.2%
25.68
1
0.2%
25.58
1
0.2%
25.45
1
0.2%
25.38
1
0.2%
25.3
1
0.2%
22
worst texture
VALUES:
409
(72%)
MISSING:
160
(28%)
DISTINCT:
377
(66%)
ZEROES:
---
MAX
41.9
95%
35.6
Q3
29.3
AVG
25.4
MEDIAN
25.2
Q1
20.8
5%
16.7
MIN
12.5
RANGE
29.4
IQR
8.43
STD
5.79
VAR
33.5
KURT.
-0.485
SKEW
0.335
SUM
10,368
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean texture
0.90
texture error
0.49
worst perimeter
0.40
worst area
0.38
worst radius
0.36
worst concavity
0.36
worst concave points
0.34
mean area
0.34
mean perimeter
0.34
mean radius
0.33
mean concavity
0.32
mean concave points
0.31
radius error
0.30
concavity error
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.14
area error
0.07
MOST FREQUENT VALUES
17.81
2
0.5%
29.02
2
0.5%
25.47
2
0.5%
29.41
2
0.5%
33.17
2
0.5%
28.46
2
0.5%
28.01
2
0.5%
32.82
2
0.5%
23.19
2
0.5%
22.15
2
0.5%
34.01
2
0.5%
19.31
2
0.5%
22.88
2
0.5%
24.17
2
0.5%
20.83
2
0.5%
SMALLEST VALUES
12.49
1
0.2%
14.1
1
0.2%
14.2
1
0.2%
15.38
1
0.2%
15.64
1
0.2%
15.66
1
0.2%
15.67
1
0.2%
15.73
1
0.2%
15.77
1
0.2%
15.82
1
0.2%
15.92
1
0.2%
15.97
1
0.2%
16.15
1
0.2%
16.18
1
0.2%
16.3
1
0.2%
LARGEST VALUES
41.85
1
0.2%
40.68
1
0.2%
40.54
1
0.2%
39.34
1
0.2%
39.16
1
0.2%
38.54
1
0.2%
38.25
1
0.2%
38.05
1
0.2%
37.88
1
0.2%
37.38
1
0.2%
37.17
1
0.2%
37.16
1
0.2%
36.91
1
0.2%
36.71
1
0.2%
36.32
1
0.2%
23
worst perimeter
VALUES:
449
(79%)
MISSING:
120
(21%)
DISTINCT:
414
(73%)
ZEROES:
---
MAX
188
95%
164
Q3
122
AVG
105
MEDIAN
97
Q1
84
5%
68
MIN
54
RANGE
134
IQR
38.4
STD
29.9
VAR
893
KURT.
-0.096
SKEW
0.840
SUM
47,021
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst radius
0.99
worst area
0.98
mean perimeter
0.97
mean radius
0.96
mean area
0.96
mean concave points
0.84
worst concave points
0.82
mean concavity
0.70
worst concavity
0.69
perimeter error
0.68
radius error
0.66
mean compactness
0.56
worst compactness
0.56
concavity error
0.49

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.29
area error
0.12
MOST FREQUENT VALUES
129.0
2
0.4%
117.7
2
0.4%
170.3
2
0.4%
84.53
2
0.4%
104.5
2
0.4%
123.5
2
0.4%
106.4
2
0.4%
85.56
2
0.4%
89.0
2
0.4%
127.1
2
0.4%
145.4
2
0.4%
105.9
2
0.4%
92.04
2
0.4%
79.93
2
0.4%
102.3
2
0.4%
SMALLEST VALUES
54.49
1
0.2%
56.65
1
0.2%
57.17
1
0.2%
57.26
1
0.2%
58.36
1
0.2%
59.16
1
0.2%
59.9
1
0.2%
60.9
1
0.2%
62.25
1
0.2%
62.86
1
0.2%
63.3
1
0.2%
63.34
1
0.2%
64.01
1
0.2%
64.48
1
0.2%
65.27
1
0.2%
LARGEST VALUES
188.5
1
0.2%
188.0
1
0.2%
186.8
1
0.2%
184.6
1
0.2%
180.9
1
0.2%
180.2
1
0.2%
178.6
1
0.2%
177.4
1
0.2%
177.0
2
0.4%
174.9
1
0.2%
172.0
1
0.2%
171.1
2
0.4%
170.3
2
0.4%
170.1
1
0.2%
168.2
1
0.2%
24
worst area
VALUES:
491
(86%)
MISSING:
78
(14%)
DISTINCT:
470
(83%)
ZEROES:
---
MAX
2,081
95%
1,755
Q3
987
AVG
816
MEDIAN
661
Q1
506
5%
331
MIN
185
RANGE
1,896
IQR
481
STD
448
VAR
201k
KURT.
0.328
SKEW
1.13
SUM
401k
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst radius
0.99
worst perimeter
0.98
mean area
0.97
mean perimeter
0.96
mean radius
0.96
mean concave points
0.80
worst concave points
0.77
perimeter error
0.67
mean concavity
0.66
radius error
0.65
worst concavity
0.64
worst compactness
0.52
mean compactness
0.50
concave points error
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.53
area error
0.08
MOST FREQUENT VALUES
547.4
2
0.4%
725.9
2
0.4%
830.5
2
0.4%
1261.0
2
0.4%
1623.0
2
0.4%
698.8
2
0.4%
749.9
2
0.4%
402.8
2
0.4%
489.5
2
0.4%
826.4
2
0.4%
624.1
2
0.4%
1750.0
2
0.4%
708.8
2
0.4%
808.9
2
0.4%
1603.0
2
0.4%
SMALLEST VALUES
185.2
1
0.2%
223.6
1
0.2%
240.1
1
0.2%
242.2
1
0.2%
248.0
1
0.2%
249.8
1
0.2%
259.2
1
0.2%
270.0
1
0.2%
273.9
1
0.2%
274.9
1
0.2%
275.6
1
0.2%
284.4
1
0.2%
285.5
1
0.2%
297.1
1
0.2%
300.2
1
0.2%
LARGEST VALUES
2081.0
1
0.2%
2073.0
1
0.2%
2053.0
1
0.2%
2027.0
1
0.2%
2022.0
1
0.2%
2019.0
1
0.2%
2010.0
1
0.2%
2009.0
1
0.2%
1986.0
1
0.2%
1972.0
1
0.2%
1956.0
1
0.2%
1946.0
1
0.2%
1938.0
1
0.2%
1933.0
1
0.2%
1926.0
1
0.2%
25
worst smoothness
VALUES:
463
(81%)
MISSING:
106
(19%)
DISTINCT:
352
(62%)
ZEROES:
---
MAX
0.191
95%
0.170
Q3
0.147
AVG
0.133
MEDIAN
0.131
Q1
0.117
5%
0.098
MIN
0.084
RANGE
0.107
IQR
0.029
STD
0.022
VAR
4.70e-4
KURT.
-0.296
SKEW
0.192
SUM
61.4
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean smoothness
0.78
worst fractal dimension
0.58
worst concave points
0.55
worst compactness
0.53
mean compactness
0.50
mean fractal dimension
0.50
worst concavity
0.49
worst symmetry
0.49
mean concave points
0.46
mean concavity
0.42
mean symmetry
0.40
smoothness error
0.34
fractal dimension error
0.31
concavity error
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
area error
0.11
target
0.10
MOST FREQUENT VALUES
0.1275
4
0.9%
0.1216
4
0.9%
0.1401
4
0.9%
0.1415
4
0.9%
0.1223
4
0.9%
0.1166
3
0.6%
0.1249
3
0.6%
0.1402
3
0.6%
0.1491
3
0.6%
0.1289
3
0.6%
0.1256
3
0.6%
0.1312
3
0.6%
0.1118
3
0.6%
0.146
3
0.6%
0.1298
3
0.6%
SMALLEST VALUES
0.08409
1
0.2%
0.08484
1
0.2%
0.08774
1
0.2%
0.08822
1
0.2%
0.08864
1
0.2%
0.08949
1
0.2%
0.08996
1
0.2%
0.09023
1
0.2%
0.09203
1
0.2%
0.09312
1
0.2%
0.09329
1
0.2%
0.09368
1
0.2%
0.09384
1
0.2%
0.09387
1
0.2%
0.09388
1
0.2%
LARGEST VALUES
0.1909
1
0.2%
0.1902
1
0.2%
0.1883
1
0.2%
0.1878
1
0.2%
0.1873
1
0.2%
0.1853
1
0.2%
0.185
1
0.2%
0.1805
1
0.2%
0.1794
1
0.2%
0.1791
1
0.2%
0.1789
1
0.2%
0.1786
1
0.2%
0.1782
1
0.2%
0.178
1
0.2%
0.1777
1
0.2%
26
worst compactness
VALUES:
459
(81%)
MISSING:
110
(19%)
DISTINCT:
429
(75%)
ZEROES:
---
MAX
0.625
95%
0.486
Q3
0.326
AVG
0.240
MEDIAN
0.209
Q1
0.140
5%
0.072
MIN
0.034
RANGE
0.590
IQR
0.186
STD
0.131
VAR
0.017
KURT.
-0.006
SKEW
0.786
SUM
110
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst concavity
0.89
mean compactness
0.87
worst concave points
0.82
mean concavity
0.78
worst fractal dimension
0.75
compactness error
0.72
mean concave points
0.71
concavity error
0.68
worst perimeter
0.56
concave points error
0.55
worst smoothness
0.53
worst area
0.52
worst radius
0.51
worst symmetry
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.39
area error
0.09
MOST FREQUENT VALUES
0.1486
3
0.7%
0.3416
3
0.7%
0.4706
2
0.4%
0.1928
2
0.4%
0.2698
2
0.4%
0.1109
2
0.4%
0.2031
2
0.4%
0.1582
2
0.4%
0.448
2
0.4%
0.1879
2
0.4%
0.165
2
0.4%
0.1352
2
0.4%
0.09866
2
0.4%
0.3055
2
0.4%
0.1963
2
0.4%
SMALLEST VALUES
0.03432
1
0.2%
0.04327
1
0.2%
0.04619
1
0.2%
0.04953
1
0.2%
0.05036
1
0.2%
0.05131
1
0.2%
0.05213
1
0.2%
0.05232
1
0.2%
0.05494
1
0.2%
0.05836
1
0.2%
0.05847
1
0.2%
0.06191
1
0.2%
0.06219
1
0.2%
0.06476
1
0.2%
0.06477
1
0.2%
LARGEST VALUES
0.6247
1
0.2%
0.6164
1
0.2%
0.6076
1
0.2%
0.5955
1
0.2%
0.5954
1
0.2%
0.5937
1
0.2%
0.5917
1
0.2%
0.5849
1
0.2%
0.5804
1
0.2%
0.5717
1
0.2%
0.5634
1
0.2%
0.5609
1
0.2%
0.5601
1
0.2%
0.5564
1
0.2%
0.5401
1
0.2%
27
worst concavity
VALUES:
497
(87%)
MISSING:
72
(13%)
DISTINCT:
473
(83%)
ZEROES:
13
(2%)
MAX
0.789
95%
0.629
Q3
0.378
AVG
0.254
MEDIAN
0.208
Q1
0.105
5%
0.014
MIN
0.000
RANGE
0.789
IQR
0.273
STD
0.185
VAR
0.034
KURT.
-0.184
SKEW
0.738
SUM
126
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst compactness
0.89
mean concavity
0.89
worst concave points
0.87
mean compactness
0.80
mean concave points
0.77
concavity error
0.77
worst perimeter
0.69
worst radius
0.64
worst area
0.64
compactness error
0.63
mean perimeter
0.63
worst fractal dimension
0.61
mean area
0.59
concave points error
0.58

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.57
area error
0.11
MOST FREQUENT VALUES
0.0
13
2.6%
0.4504
3
0.6%
0.1377
3
0.6%
0.1804
2
0.4%
0.3965
2
0.4%
0.2866
2
0.4%
0.363
2
0.4%
0.3853
2
0.4%
0.4024
2
0.4%
0.2644
2
0.4%
0.1564
2
0.4%
0.1144
1
0.2%
0.2114
1
0.2%
0.3076
1
0.2%
0.2388
1
0.2%
SMALLEST VALUES
0.0
13
2.6%
0.001845
1
0.2%
0.003581
1
0.2%
0.004955
1
0.2%
0.005518
1
0.2%
0.005579
1
0.2%
0.00692
1
0.2%
0.007732
1
0.2%
0.007977
1
0.2%
0.01005
1
0.2%
0.0112
1
0.2%
0.01235
1
0.2%
0.01335
1
0.2%
0.01379
1
0.2%
0.01472
1
0.2%
LARGEST VALUES
0.7892
1
0.2%
0.7727
1
0.2%
0.7681
1
0.2%
0.7436
1
0.2%
0.7356
1
0.2%
0.7345
1
0.2%
0.7242
1
0.2%
0.7119
1
0.2%
0.6991
1
0.2%
0.6956
1
0.2%
0.6922
1
0.2%
0.6872
1
0.2%
0.6869
1
0.2%
0.6833
1
0.2%
0.681
1
0.2%
28
worst concave points
VALUES:
495
(87%)
MISSING:
74
(13%)
DISTINCT:
434
(76%)
ZEROES:
11
(2%)
MAX
0.291
95%
0.240
Q3
0.166
AVG
0.117
MEDIAN
0.102
Q1
0.065
5%
0.025
MIN
0.000
RANGE
0.291
IQR
0.100
STD
0.066
VAR
0.004
KURT.
-0.579
SKEW
0.477
SUM
57.7
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean concave points
0.91
worst concavity
0.87
mean concavity
0.87
worst compactness
0.82
worst perimeter
0.82
mean compactness
0.79
worst radius
0.78
worst area
0.77
mean perimeter
0.76
mean radius
0.74
mean area
0.70
concave points error
0.67
concavity error
0.63
worst smoothness
0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.67
area error
0.14
MOST FREQUENT VALUES
0.0
11
2.2%
0.07431
3
0.6%
0.06296
3
0.6%
0.1218
3
0.6%
0.1827
3
0.6%
0.04306
3
0.6%
0.05556
3
0.6%
0.1075
2
0.4%
0.03846
2
0.4%
0.08411
2
0.4%
0.05882
2
0.4%
0.06987
2
0.4%
0.1785
2
0.4%
0.1613
2
0.4%
0.06136
2
0.4%
SMALLEST VALUES
0.0
11
2.2%
0.008772
1
0.2%
0.01111
2
0.4%
0.01389
1
0.2%
0.01635
1
0.2%
0.01667
1
0.2%
0.01852
1
0.2%
0.02022
1
0.2%
0.02083
1
0.2%
0.02222
1
0.2%
0.02232
1
0.2%
0.02381
2
0.4%
0.025
1
0.2%
0.02564
2
0.4%
0.02579
2
0.4%
LARGEST VALUES
0.291
1
0.2%
0.2903
1
0.2%
0.2867
1
0.2%
0.2756
1
0.2%
0.2733
1
0.2%
0.2701
1
0.2%
0.2688
1
0.2%
0.2685
1
0.2%
0.2654
1
0.2%
0.265
1
0.2%
0.2625
1
0.2%
0.2593
1
0.2%
0.2575
1
0.2%
0.255
1
0.2%
0.2543
1
0.2%
29
worst symmetry
VALUES:
392
(69%)
MISSING:
177
(31%)
DISTINCT:
356
(63%)
ZEROES:
---
MAX
0.424
95%
0.370
Q3
0.314
AVG
0.283
MEDIAN
0.280
Q1
0.246
5%
0.210
MIN
0.157
RANGE
0.268
IQR
0.067
STD
0.050
VAR
0.002
KURT.
0.085
SKEW
0.317
SUM
111
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mean symmetry
0.69
worst compactness
0.51
worst smoothness
0.49
worst concave points
0.46
worst concavity
0.45
worst fractal dimension
0.41
mean compactness
0.40
mean concavity
0.39
mean smoothness
0.38
mean concave points
0.35
mean fractal dimension
0.31
compactness error
0.28
worst radius
0.26
mean area
0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
target
0.05
area error
0.03
MOST FREQUENT VALUES
0.2972
3
0.8%
0.2226
3
0.8%
0.2806
2
0.5%
0.2576
2
0.5%
0.2383
2
0.5%
0.2744
2
0.5%
0.2779
2
0.5%
0.216
2
0.5%
0.302
2
0.5%
0.2557
2
0.5%
0.2868
2
0.5%
0.2651
2
0.5%
0.2826
2
0.5%
0.2983
2
0.5%
0.3258
2
0.5%
SMALLEST VALUES
0.1566
1
0.3%
0.1603
1
0.3%
0.1648
1
0.3%
0.1652
1
0.3%
0.1783
2
0.5%
0.1811
1
0.3%
0.1859
1
0.3%
0.189
1
0.3%
0.1901
1
0.3%
0.1909
1
0.3%
0.1917
1
0.3%
0.1934
1
0.3%
0.1978
1
0.3%
0.1987
1
0.3%
0.1988
1
0.3%
LARGEST VALUES
0.4245
1
0.3%
0.4218
1
0.3%
0.4154
1
0.3%
0.4098
1
0.3%
0.4089
1
0.3%
0.4087
1
0.3%
0.4066
1
0.3%
0.4045
1
0.3%
0.4027
1
0.3%
0.3993
1
0.3%
0.3985
1
0.3%
0.3956
1
0.3%
0.39
1
0.3%
0.3849
1
0.3%
0.3799
1
0.3%
30
worst fractal dimension
VALUES:
448
(79%)
MISSING:
121
(21%)
DISTINCT:
426
(75%)
ZEROES:
---
MAX
0.122
95%
0.108
Q3
0.090
AVG
0.082
MEDIAN
0.079
Q1
0.071
5%
0.063
MIN
0.055
RANGE
0.067
IQR
0.019
STD
0.014
VAR
2.00e-4
KURT.
0.083
SKEW
0.735
SUM
36.6
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
worst compactness
0.75
mean fractal dimension
0.73
mean compactness
0.64
fractal dimension error
0.63
worst concavity
0.61
worst smoothness
0.58
compactness error
0.51
mean concavity
0.51
worst concave points
0.51
mean smoothness
0.49
concavity error
0.46
mean symmetry
0.41
worst symmetry
0.41
mean concave points
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
area error
0.07
target
0.07
MOST FREQUENT VALUES
0.07427
3
0.7%
0.08174
2
0.4%
0.07083
2
0.4%
0.06469
2
0.4%
0.08633
2
0.4%
0.08151
2
0.4%
0.0849
2
0.4%
0.08701
2
0.4%
0.1055
2
0.4%
0.07623
2
0.4%
0.07918
2
0.4%
0.09136
2
0.4%
0.07738
2
0.4%
0.07809
2
0.4%
0.1048
2
0.4%
SMALLEST VALUES
0.05504
1
0.2%
0.05521
1
0.2%
0.05525
1
0.2%
0.05695
1
0.2%
0.05737
1
0.2%
0.05843
1
0.2%
0.05865
1
0.2%
0.05905
1
0.2%
0.05932
1
0.2%
0.05933
1
0.2%
0.05972
1
0.2%
0.05974
1
0.2%
0.06025
1
0.2%
0.06033
1
0.2%
0.06037
1
0.2%
LARGEST VALUES
0.1224
1
0.2%
0.1205
1
0.2%
0.1204
1
0.2%
0.12
1
0.2%
0.1198
1
0.2%
0.1191
1
0.2%
0.1189
1
0.2%
0.1183
1
0.2%
0.1179
1
0.2%
0.1178
1
0.2%
0.1175
1
0.2%
0.1168
1
0.2%
0.1162
1
0.2%
0.1155
1
0.2%
0.1151
1
0.2%